{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"NLU_USE_sentence_embeddings_and_t-SNE_visualization_example.ipynb","provenance":[{"file_id":"1pgqoRJ6yGWbTLWdLnRvwG5DLSU3rxuMq","timestamp":1599401652794},{"file_id":"1JrlfuV2jNGTdOXvaWIoHTSf6BscDMkN7","timestamp":1599401257319},{"file_id":"1svpqtC3cY6JnRGeJngIPl2raqxdowpyi","timestamp":1599400881246},{"file_id":"1tW833T3HS8F5Lvn6LgeDd5LW5226syKN","timestamp":1599398724652},{"file_id":"1CYzHfQyFCdvIOVO2Z5aggVI9c0hDEOrw","timestamp":1599354735581}],"collapsed_sections":[]},"kernelspec":{"name":"python3","display_name":"Python 3"}},"cells":[{"cell_type":"markdown","metadata":{"id":"rBXrqlGEYA8G"},"source":["![JohnSnowLabs](https://nlp.johnsnowlabs.com/assets/images/logo.png)\n","\n","[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/nlu/blob/master/examples/colab/component_examples/sentence_embeddings/NLU_USE_sentence_embeddings_and_t-SNE_visualization_example.ipynb)\n","\n","# USE Sentence Embeddings with NLU        \n","The Universal Sentence Encoder encodes text into high dimensional vectors that can be used for text classification, semantic similarity, clustering and other natural language tasks.\n","\n","## Sources :\n","- https://arxiv.org/abs/1803.11175\n","- https://tfhub.dev/google/universal-sentence-encoder/2\n","\n","## Paper Abstract : \n","\n","We present models for encoding sentences into embedding vectors that specifically target transfer learning to other NLP tasks. The models are efficient and result in accurate performance on diverse transfer tasks. Two variants of the encoding models allow for trade-offs between accuracy and compute resources. For both variants, we investigate and report the relationship between model complexity, resource consumption, the availability of transfer task training data, and task performance. Comparisons are made with baselines that use word level transfer learning via pretrained word embeddings as well as baselines do not use any transfer learning. We find that transfer learning using sentence embeddings tends to outperform word level transfer. With transfer learning via sentence embeddings, we observe surprisingly good performance with minimal amounts of supervised training data for a transfer task. We obtain encouraging results on Word Embedding Association Tests (WEAT) targeted at detecting model bias. Our pre-trained sentence encoding models are made freely available for download and on TF Hub.\n","\n","\n","\n","# 1. Install Java and NLU"]},{"cell_type":"code","metadata":{"id":"M2-GiYL6xurJ","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1619907421318,"user_tz":-120,"elapsed":121310,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"0c76afd2-f360-4303-8190-5ce0cecdb09a"},"source":["!wget https://setup.johnsnowlabs.com/nlu/colab.sh -O - | bash\n","  \n","\n","import nlu"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-01 22:15:00--  https://raw.githubusercontent.com/JohnSnowLabs/nlu/master/scripts/colab_setup.sh\n","Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.111.133, 185.199.108.133, 185.199.110.133, ...\n","Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.111.133|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 1671 (1.6K) [text/plain]\n","Saving to: ‘STDOUT’\n","\n","\r-                     0%[                    ]       0  --.-KB/s               \rInstalling  NLU 3.0.0 with  PySpark 3.0.2 and Spark NLP 3.0.1 for Google Colab ...\n","-                   100%[===================>]   1.63K  --.-KB/s    in 0s      \n","\n","2021-05-01 22:15:00 (52.9 MB/s) - written to stdout [1671/1671]\n","\n","\u001b[K     |████████████████████████████████| 204.8MB 57kB/s \n","\u001b[K     |████████████████████████████████| 153kB 13.1MB/s \n","\u001b[K     |████████████████████████████████| 204kB 21.7MB/s \n","\u001b[K     |████████████████████████████████| 204kB 47.5MB/s \n","\u001b[?25h  Building wheel for pyspark (setup.py) ... \u001b[?25l\u001b[?25hdone\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"N_CL8HZ8Ydry"},"source":["## 2. Load Model and embed sample string with USE"]},{"cell_type":"code","metadata":{"id":"j2ZZZvr1uGpx","colab":{"base_uri":"https://localhost:8080/","height":182},"executionInfo":{"status":"ok","timestamp":1619907551128,"user_tz":-120,"elapsed":251097,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"396a0a68-7ec4-4e56-909f-b0511d1c4d03"},"source":["import nlu\n","pipe = nlu.load('use')\n","pipe.predict('He was suprised by the diversity of NLU')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["tfhub_use download started this may take some time.\n","Approximate size to download 923.7 MB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>document</th>\n","      <th>sentence</th>\n","      <th>sentence_embedding_use</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>He was suprised by the diversity of NLU</td>\n","      <td>[He was suprised by the diversity of NLU]</td>\n","      <td>[[0.08481953293085098, -0.06140690669417381, 0...</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["                                  document  ...                             sentence_embedding_use\n","0  He was suprised by the diversity of NLU  ...  [[0.08481953293085098, -0.06140690669417381, 0...\n","\n","[1 rows x 3 columns]"]},"metadata":{"tags":[]},"execution_count":2}]},{"cell_type":"markdown","metadata":{"id":"BAUFklCqLr3V"},"source":["# 3. Download Sample dataset"]},{"cell_type":"code","metadata":{"id":"wAFAOUSuLqvn","colab":{"base_uri":"https://localhost:8080/","height":606},"executionInfo":{"status":"ok","timestamp":1619907561180,"user_tz":-120,"elapsed":261139,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"3feecc13-24c5-46ce-b56e-8829fd42939a"},"source":["import pandas as pd\n","# Download the dataset \n","! wget -N https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/resources/en/sarcasm/train-balanced-sarcasm.csv -P /tmp\n","# Load dataset to Pandas\n","df = pd.read_csv('/tmp/train-balanced-sarcasm.csv')\n","df"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-01 22:19:10--  https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/resources/en/sarcasm/train-balanced-sarcasm.csv\n","Resolving s3.amazonaws.com (s3.amazonaws.com)... 52.216.8.101\n","Connecting to s3.amazonaws.com (s3.amazonaws.com)|52.216.8.101|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 255268960 (243M) [text/csv]\n","Saving to: ‘/tmp/train-balanced-sarcasm.csv’\n","\n","train-balanced-sarc 100%[===================>] 243.44M  86.5MB/s    in 2.8s    \n","\n","2021-05-01 22:19:13 (86.5 MB/s) - ‘/tmp/train-balanced-sarcasm.csv’ saved [255268960/255268960]\n","\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>label</th>\n","      <th>comment</th>\n","      <th>author</th>\n","      <th>subreddit</th>\n","      <th>score</th>\n","      <th>ups</th>\n","      <th>downs</th>\n","      <th>date</th>\n","      <th>created_utc</th>\n","      <th>parent_comment</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>0</td>\n","      <td>NC and NH.</td>\n","      <td>Trumpbart</td>\n","      <td>politics</td>\n","      <td>2</td>\n","      <td>-1</td>\n","      <td>-1</td>\n","      <td>2016-10</td>\n","      <td>2016-10-16 23:55:23</td>\n","      <td>Yeah, I get that argument. At this point, I'd ...</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>0</td>\n","      <td>You do know west teams play against west teams...</td>\n","      <td>Shbshb906</td>\n","      <td>nba</td>\n","      <td>-4</td>\n","      <td>-1</td>\n","      <td>-1</td>\n","      <td>2016-11</td>\n","      <td>2016-11-01 00:24:10</td>\n","      <td>The blazers and Mavericks (The wests 5 and 6 s...</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>0</td>\n","      <td>They were underdogs earlier today, but since G...</td>\n","      <td>Creepeth</td>\n","      <td>nfl</td>\n","      <td>3</td>\n","      <td>3</td>\n","      <td>0</td>\n","      <td>2016-09</td>\n","      <td>2016-09-22 21:45:37</td>\n","      <td>They're favored to win.</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>0</td>\n","      <td>This meme isn't funny none of the \"new york ni...</td>\n","      <td>icebrotha</td>\n","      <td>BlackPeopleTwitter</td>\n","      <td>-8</td>\n","      <td>-1</td>\n","      <td>-1</td>\n","      <td>2016-10</td>\n","      <td>2016-10-18 21:03:47</td>\n","      <td>deadass don't kill my buzz</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>0</td>\n","      <td>I could use one of those tools.</td>\n","      <td>cush2push</td>\n","      <td>MaddenUltimateTeam</td>\n","      <td>6</td>\n","      <td>-1</td>\n","      <td>-1</td>\n","      <td>2016-12</td>\n","      <td>2016-12-30 17:00:13</td>\n","      <td>Yep can confirm I saw the tool they use for th...</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>1010821</th>\n","      <td>1</td>\n","      <td>I'm sure that Iran and N. Korea have the techn...</td>\n","      <td>TwarkMain</td>\n","      <td>reddit.com</td>\n","      <td>2</td>\n","      <td>2</td>\n","      <td>0</td>\n","      <td>2009-04</td>\n","      <td>2009-04-25 00:47:52</td>\n","      <td>No one is calling this an engineered pathogen,...</td>\n","    </tr>\n","    <tr>\n","      <th>1010822</th>\n","      <td>1</td>\n","      <td>whatever you do, don't vote green!</td>\n","      <td>BCHarvey</td>\n","      <td>climate</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>2009-05</td>\n","      <td>2009-05-14 22:27:40</td>\n","      <td>In a move typical of their recent do-nothing a...</td>\n","    </tr>\n","    <tr>\n","      <th>1010823</th>\n","      <td>1</td>\n","      <td>Perhaps this is an atheist conspiracy to make ...</td>\n","      <td>rebelcommander</td>\n","      <td>atheism</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>2009-01</td>\n","      <td>2009-01-11 00:22:57</td>\n","      <td>Screw the Disabled--I've got to get to Church ...</td>\n","    </tr>\n","    <tr>\n","      <th>1010824</th>\n","      <td>1</td>\n","      <td>The Slavs got their own country - it is called...</td>\n","      <td>catsi</td>\n","      <td>worldnews</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>2009-01</td>\n","      <td>2009-01-23 21:12:49</td>\n","      <td>I've always been unsettled by that. I hear a l...</td>\n","    </tr>\n","    <tr>\n","      <th>1010825</th>\n","      <td>1</td>\n","      <td>values, as in capitalism .. there is good mone...</td>\n","      <td>frogking</td>\n","      <td>politics</td>\n","      <td>2</td>\n","      <td>2</td>\n","      <td>0</td>\n","      <td>2009-01</td>\n","      <td>2009-01-24 06:20:14</td>\n","      <td>Why do the people who make our laws seem unabl...</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>1010826 rows × 10 columns</p>\n","</div>"],"text/plain":["         label  ...                                     parent_comment\n","0            0  ...  Yeah, I get that argument. At this point, I'd ...\n","1            0  ...  The blazers and Mavericks (The wests 5 and 6 s...\n","2            0  ...                            They're favored to win.\n","3            0  ...                         deadass don't kill my buzz\n","4            0  ...  Yep can confirm I saw the tool they use for th...\n","...        ...  ...                                                ...\n","1010821      1  ...  No one is calling this an engineered pathogen,...\n","1010822      1  ...  In a move typical of their recent do-nothing a...\n","1010823      1  ...  Screw the Disabled--I've got to get to Church ...\n","1010824      1  ...  I've always been unsettled by that. I hear a l...\n","1010825      1  ...  Why do the people who make our laws seem unabl...\n","\n","[1010826 rows x 10 columns]"]},"metadata":{"tags":[]},"execution_count":3}]},{"cell_type":"markdown","metadata":{"id":"OPdBQnV46or5"},"source":["# 4.1 Visualize Embeddings with T-SNE\n","\n","\n","\n","\n","Lets add Sentiment Part Of Speech to our pipeline because its so easy and so we can hue our T-SNE plots by POS and Sentiment       \n","We predict the first 5k comments "]},{"cell_type":"code","metadata":{"id":"9bujAZtOCfRW","colab":{"base_uri":"https://localhost:8080/","height":793},"executionInfo":{"status":"ok","timestamp":1619907613727,"user_tz":-120,"elapsed":313680,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"dea3e962-b088-47b7-a6ae-c33ac8af9b13"},"source":["pipe = nlu.load('pos sentiment use emotion') # emotion\n","df['text'] = df['comment']\n","\n","# We must set output level to sentence since NLU will infer a different output level for this pipeline composition\n","predictions = pipe.predict(df[['text','label']].iloc[0:500], output_level='sentence')\n","predictions"],"execution_count":null,"outputs":[{"output_type":"stream","text":["pos_anc download started this may take some time.\n","Approximate size to download 3.9 MB\n","[OK!]\n","analyze_sentiment download started this may take some time.\n","Approx size to download 4.9 MB\n","[OK!]\n","tfhub_use download started this may take some time.\n","Approximate size to download 923.7 MB\n","[OK!]\n","classifierdl_use_emotion download started this may take some time.\n","Approximate size to download 21.3 MB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>sentence</th>\n","      <th>pos</th>\n","      <th>spell</th>\n","      <th>sentiment_sentiment</th>\n","      <th>sentiment_sentiment_confidence</th>\n","      <th>sentence_embedding_use</th>\n","      <th>emotion</th>\n","      <th>emotion_confidence_confidence</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>NC and NH.</td>\n","      <td>[NNP, CC, NNP, .]</td>\n","      <td>[NC, and, NH, .]</td>\n","      <td>negative</td>\n","      <td>0.5229</td>\n","      <td>[-0.06570463627576828, -0.03522052243351936, -...</td>\n","      <td>surprise</td>\n","      <td>0.99959</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>You do know west teams play against west teams...</td>\n","      <td>[PRP, VBP, VB, NN, NNS, VBP, IN, NN, NNS, JJR,...</td>\n","      <td>[You, do, know, west, teams, play, against, we...</td>\n","      <td>negative</td>\n","      <td>0.4733</td>\n","      <td>[-0.0254225991666317, 0.05448468029499054, -0....</td>\n","      <td>fear</td>\n","      <td>0.975006</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>They were underdogs earlier today, but since G...</td>\n","      <td>[PRP, VBD, NNS, RBR, NN, ,, CC, IN, NNP, NN, D...</td>\n","      <td>[They, were, underdogs, earlier, today, ,, but...</td>\n","      <td>negative</td>\n","      <td>0.5118</td>\n","      <td>[-0.0035701016895473003, -0.030124755576252937...</td>\n","      <td>surprise</td>\n","      <td>0.999544</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>This meme isn't funny none of the \"new york ni...</td>\n","      <td>[DT, NN, NN, JJ, NN, IN, DT, '', JJ, NNP, NN, ...</td>\n","      <td>[This, meme, isn't, funny, none, of, the, \", n...</td>\n","      <td>negative</td>\n","      <td>0.5155</td>\n","      <td>[0.06464719027280807, -0.023972544819116592, -...</td>\n","      <td>sadness</td>\n","      <td>0.991544</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>I could use one of those tools.</td>\n","      <td>[PRP, MD, VB, CD, IN, DT, NNS, .]</td>\n","      <td>[I, could, use, one, of, those, tools, .]</td>\n","      <td>negative</td>\n","      <td>0.4745</td>\n","      <td>[0.028676817193627357, 0.0199710875749588, 0.0...</td>\n","      <td>sadness</td>\n","      <td>0.998017</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>495</th>\n","      <td>CS 1.6, Source and GO Cities skylines Getting ...</td>\n","      <td>[NNP, CD, ,, NNP, CC, NNP, NNP, NNS, VBG, NN, ...</td>\n","      <td>[CS, 1.6, ,, Source, and, GO, Cities, skylines...</td>\n","      <td>positive</td>\n","      <td>0.4526</td>\n","      <td>[-0.05159197747707367, -0.033712275326251984, ...</td>\n","      <td>sadness</td>\n","      <td>0.973829</td>\n","    </tr>\n","    <tr>\n","      <th>496</th>\n","      <td>Or a \"Your Welcome\"</td>\n","      <td>[CC, DT, '', PRP$, JJ, '']</td>\n","      <td>[Or, a, \", Your, Welcome, \"]</td>\n","      <td>negative</td>\n","      <td>0.5927</td>\n","      <td>[0.0214723888784647, 0.05193258821964264, 0.00...</td>\n","      <td>surprise</td>\n","      <td>0.999995</td>\n","    </tr>\n","    <tr>\n","      <th>497</th>\n","      <td>But I want it to charge Super fast!</td>\n","      <td>[CC, PRP, VBP, PRP, TO, VB, NNP, RB, .]</td>\n","      <td>[But, I, want, it, to, charge, Super, fast, !]</td>\n","      <td>negative</td>\n","      <td>0.4300</td>\n","      <td>[0.017901001498103142, 0.025051061064004898, -...</td>\n","      <td>sadness</td>\n","      <td>0.990641</td>\n","    </tr>\n","    <tr>\n","      <th>498</th>\n","      <td>Right, but I don't think it makes sense to com...</td>\n","      <td>[RB, ,, CC, PRP, VBP, VB, PRP, VBZ, NN, TO, VB...</td>\n","      <td>[Right, ,, but, I, don't, think, it, makes, se...</td>\n","      <td>negative</td>\n","      <td>0.5063</td>\n","      <td>[-0.015343842096626759, 0.02996145188808441, -...</td>\n","      <td>sadness</td>\n","      <td>0.99998</td>\n","    </tr>\n","    <tr>\n","      <th>499</th>\n","      <td>Hard drive requirements tend to include extra ...</td>\n","      <td>[NNP, NN, NNS, VBP, TO, VB, JJ, NN, IN, DT, NN...</td>\n","      <td>[Hard, drive, requirements, tend, to, include,...</td>\n","      <td>positive</td>\n","      <td>0.5396</td>\n","      <td>[0.029393689706921577, -0.02757555991411209, -...</td>\n","      <td>sadness</td>\n","      <td>0.977163</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>600 rows × 8 columns</p>\n","</div>"],"text/plain":["                                              sentence  ... emotion_confidence_confidence\n","0                                           NC and NH.  ...                       0.99959\n","1    You do know west teams play against west teams...  ...                      0.975006\n","2    They were underdogs earlier today, but since G...  ...                      0.999544\n","3    This meme isn't funny none of the \"new york ni...  ...                      0.991544\n","4                      I could use one of those tools.  ...                      0.998017\n","..                                                 ...  ...                           ...\n","495  CS 1.6, Source and GO Cities skylines Getting ...  ...                      0.973829\n","496                                Or a \"Your Welcome\"  ...                      0.999995\n","497                But I want it to charge Super fast!  ...                      0.990641\n","498  Right, but I don't think it makes sense to com...  ...                       0.99998\n","499  Hard drive requirements tend to include extra ...  ...                      0.977163\n","\n","[600 rows x 8 columns]"]},"metadata":{"tags":[]},"execution_count":4}]},{"cell_type":"markdown","metadata":{"id":"_OypFES-8EwY"},"source":["## 4.2 Checkout sentiment distribution"]},{"cell_type":"code","metadata":{"id":"ggbC0PxHgc2t","colab":{"base_uri":"https://localhost:8080/","height":332},"executionInfo":{"status":"ok","timestamp":1619909086953,"user_tz":-120,"elapsed":820,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"e60da44e-a8a2-48f6-eb8a-079dd5a221c9"},"source":["# Some Tokens are None which we must drop first\n","predictions.dropna(how='any', inplace=True)\n","# Some sentiment are 'na' which we must drop first\n","predictions.sentiment_sentiment.value_counts().plot.bar(title='Dataset sentiment distribution')"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<matplotlib.axes._subplots.AxesSubplot at 0x7f5ce0087110>"]},"metadata":{"tags":[]},"execution_count":7},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"LZtPxt5c8HlJ"},"source":["## 4.3 Checkout sentiment distribution"]},{"cell_type":"code","metadata":{"id":"OA0Er5WA6l7v","colab":{"base_uri":"https://localhost:8080/","height":329},"executionInfo":{"status":"ok","timestamp":1619909091286,"user_tz":-120,"elapsed":666,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"ef185744-52a1-4f21-b396-728d7261dbae"},"source":["predictions.emotion.value_counts().plot.bar(title='Dataset emotion category distribution')"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<matplotlib.axes._subplots.AxesSubplot at 0x7f5cdff2b410>"]},"metadata":{"tags":[]},"execution_count":8},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"ZUYHpsHTINsF"},"source":["# 5.Prepare data for T-SNE algorithm.\n","We create a Matrix with one row per Embedding vector for T-SNE algorithm"]},{"cell_type":"code","metadata":{"id":"L_0jefTB6i52"},"source":["import numpy as np\n","\n","# We first create a column of type np array\n","predictions['np_array'] = predictions.sentence_embedding_use.apply(lambda x: np.array(x))\n","# Make a matrix from the vectors in the np_array column via list comprehension\n","mat = np.matrix([x for x in predictions.np_array])"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"pbdi4CY2Iqc0"},"source":["## 5.1 Fit and transform T-SNE algorithm\n"]},{"cell_type":"code","metadata":{"id":"fAFGB6iYIqmO","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1619909119915,"user_tz":-120,"elapsed":6844,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"bb2163c6-989c-4635-9f5c-d7eda087c86f"},"source":["\n","from sklearn.manifold import TSNE\n","model = TSNE(n_components=2) #n_components means the lower dimension\n","low_dim_data = model.fit_transform(mat)\n","print('Lower dim data has shape',low_dim_data.shape)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Lower dim data has shape (600, 2)\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"gsi0b0XhImaz"},"source":["### Set plotting styles"]},{"cell_type":"code","metadata":{"id":"CsPVw7NHfEgt"},"source":["# set some styles for for Plotting\n","import seaborn as sns\n","# Style Plots a bit\n","sns.set_style('darkgrid')\n","sns.set_palette('muted')\n","sns.set_context(\"notebook\", font_scale=1,rc={\"lines.linewidth\": 2.5})\n","\n","%matplotlib inline\n","import matplotlib as plt\n","plt.rcParams['figure.figsize'] = (20, 14)\n","import matplotlib.pyplot as plt1\n"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"8tuoCxNPmzbo"},"source":["##5.2 Plot low dimensional T-SNE USE embeddings with hue for Sarcasm\n"]},{"cell_type":"code","metadata":{"id":"Fbq5MAv0jkft","colab":{"base_uri":"https://localhost:8080/","height":844},"executionInfo":{"status":"ok","timestamp":1619909190838,"user_tz":-120,"elapsed":1756,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"39c80911-b4fd-4b32-ba40-cd8fcc921994"},"source":["tsne_df =  pd.DataFrame(low_dim_data, df[:low_dim_data.shape[0]].label.replace({1:'sarcasm',0:'normal'}))\n","tsne_df.columns = ['x','y']\n","ax = sns.scatterplot(data=tsne_df, x='x', y='y', hue=tsne_df.index)\n","ax.set_title('T-SNE USE Embeddings, colored by Sarcasm label')\n","plt1.savefig(\"use_sarcasam\")"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 1440x1008 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"Snb1gtqrnIJi"},"source":["## 5.3 Plot low dimensional T-SNE USE embeddings with hue for Sentiment\n"]},{"cell_type":"code","metadata":{"id":"QET-Y6PdnIJt","colab":{"base_uri":"https://localhost:8080/","height":844},"executionInfo":{"status":"ok","timestamp":1619909214794,"user_tz":-120,"elapsed":1618,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"227556e6-4640-410a-f537-98be05306d43"},"source":["tsne_df =  pd.DataFrame(low_dim_data, predictions.sentiment_sentiment)\n","tsne_df.columns = ['x','y']\n","ax = sns.scatterplot(data=tsne_df, x='x', y='y', hue=tsne_df.index)\n","ax.set_title('T-SNE USE Embeddings, colored by Sentiment')\n","plt1.savefig(\"use_sentiment\")\n"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 1440x1008 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"7QNgruV-6eV1","colab":{"base_uri":"https://localhost:8080/","height":844},"executionInfo":{"status":"ok","timestamp":1619909230696,"user_tz":-120,"elapsed":1736,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"55297bbd-9222-4470-ff4e-194ed95b51cc"},"source":["tsne_df =  pd.DataFrame(low_dim_data, predictions.emotion)\n","tsne_df.columns = ['x','y']\n","ax = sns.scatterplot(data=tsne_df, x='x', y='y', hue=tsne_df.index)\n","ax.set_title('T-SNE use Embeddings, colored by Emotion')\n","plt1.savefig(\"use_emotion\")"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 1440x1008 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"fv3FIQ7j6eVv"},"source":["# 5.4 Plot low dimensional T-SNE USE embeddings with hue for Emotions\n"]},{"cell_type":"markdown","metadata":{"id":"l3sRcFW9muEZ"},"source":["# 6.1 Plot low dimensional T-SNE USE embeddings with hue for POS     \n","Because we will have a list of pos labels for each sentence, we need to explode on the pos column and then do the data peperation for T-SNE again before we can visualize with hue for POS\n"]},{"cell_type":"code","metadata":{"id":"OZ_2DTk9bC-O","colab":{"base_uri":"https://localhost:8080/","height":759},"executionInfo":{"status":"ok","timestamp":1619909233187,"user_tz":-120,"elapsed":372,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"a9cabd11-6b38-4835-e3ae-b9cf99190ca5"},"source":["predictions_exploded_on_pos = predictions.explode('pos')\n","predictions_exploded_on_pos"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>sentence</th>\n","      <th>pos</th>\n","      <th>spell</th>\n","      <th>sentiment_sentiment</th>\n","      <th>sentiment_sentiment_confidence</th>\n","      <th>sentence_embedding_use</th>\n","      <th>emotion</th>\n","      <th>emotion_confidence_confidence</th>\n","      <th>np_array</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>NC and NH.</td>\n","      <td>NNP</td>\n","      <td>[NC, and, NH, .]</td>\n","      <td>negative</td>\n","      <td>0.5229</td>\n","      <td>[-0.06570463627576828, -0.03522052243351936, -...</td>\n","      <td>surprise</td>\n","      <td>0.99959</td>\n","      <td>[-0.06570463627576828, -0.03522052243351936, -...</td>\n","    </tr>\n","    <tr>\n","      <th>0</th>\n","      <td>NC and NH.</td>\n","      <td>CC</td>\n","      <td>[NC, and, NH, .]</td>\n","      <td>negative</td>\n","      <td>0.5229</td>\n","      <td>[-0.06570463627576828, -0.03522052243351936, -...</td>\n","      <td>surprise</td>\n","      <td>0.99959</td>\n","      <td>[-0.06570463627576828, -0.03522052243351936, -...</td>\n","    </tr>\n","    <tr>\n","      <th>0</th>\n","      <td>NC and NH.</td>\n","      <td>NNP</td>\n","      <td>[NC, and, NH, .]</td>\n","      <td>negative</td>\n","      <td>0.5229</td>\n","      <td>[-0.06570463627576828, -0.03522052243351936, -...</td>\n","      <td>surprise</td>\n","      <td>0.99959</td>\n","      <td>[-0.06570463627576828, -0.03522052243351936, -...</td>\n","    </tr>\n","    <tr>\n","      <th>0</th>\n","      <td>NC and NH.</td>\n","      <td>.</td>\n","      <td>[NC, and, NH, .]</td>\n","      <td>negative</td>\n","      <td>0.5229</td>\n","      <td>[-0.06570463627576828, -0.03522052243351936, -...</td>\n","      <td>surprise</td>\n","      <td>0.99959</td>\n","      <td>[-0.06570463627576828, -0.03522052243351936, -...</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>You do know west teams play against west teams...</td>\n","      <td>PRP</td>\n","      <td>[You, do, know, west, teams, play, against, we...</td>\n","      <td>negative</td>\n","      <td>0.4733</td>\n","      <td>[-0.0254225991666317, 0.05448468029499054, -0....</td>\n","      <td>fear</td>\n","      <td>0.975006</td>\n","      <td>[-0.0254225991666317, 0.05448468029499054, -0....</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>499</th>\n","      <td>Hard drive requirements tend to include extra ...</td>\n","      <td>IN</td>\n","      <td>[Hard, drive, requirements, tend, to, include,...</td>\n","      <td>positive</td>\n","      <td>0.5396</td>\n","      <td>[0.029393689706921577, -0.02757555991411209, -...</td>\n","      <td>sadness</td>\n","      <td>0.977163</td>\n","      <td>[0.029393689706921577, -0.02757555991411209, -...</td>\n","    </tr>\n","    <tr>\n","      <th>499</th>\n","      <td>Hard drive requirements tend to include extra ...</td>\n","      <td>DT</td>\n","      <td>[Hard, drive, requirements, tend, to, include,...</td>\n","      <td>positive</td>\n","      <td>0.5396</td>\n","      <td>[0.029393689706921577, -0.02757555991411209, -...</td>\n","      <td>sadness</td>\n","      <td>0.977163</td>\n","      <td>[0.029393689706921577, -0.02757555991411209, -...</td>\n","    </tr>\n","    <tr>\n","      <th>499</th>\n","      <td>Hard drive requirements tend to include extra ...</td>\n","      <td>NN</td>\n","      <td>[Hard, drive, requirements, tend, to, include,...</td>\n","      <td>positive</td>\n","      <td>0.5396</td>\n","      <td>[0.029393689706921577, -0.02757555991411209, -...</td>\n","      <td>sadness</td>\n","      <td>0.977163</td>\n","      <td>[0.029393689706921577, -0.02757555991411209, -...</td>\n","    </tr>\n","    <tr>\n","      <th>499</th>\n","      <td>Hard drive requirements tend to include extra ...</td>\n","      <td>VBG</td>\n","      <td>[Hard, drive, requirements, tend, to, include,...</td>\n","      <td>positive</td>\n","      <td>0.5396</td>\n","      <td>[0.029393689706921577, -0.02757555991411209, -...</td>\n","      <td>sadness</td>\n","      <td>0.977163</td>\n","      <td>[0.029393689706921577, -0.02757555991411209, -...</td>\n","    </tr>\n","    <tr>\n","      <th>499</th>\n","      <td>Hard drive requirements tend to include extra ...</td>\n","      <td>.</td>\n","      <td>[Hard, drive, requirements, tend, to, include,...</td>\n","      <td>positive</td>\n","      <td>0.5396</td>\n","      <td>[0.029393689706921577, -0.02757555991411209, -...</td>\n","      <td>sadness</td>\n","      <td>0.977163</td>\n","      <td>[0.029393689706921577, -0.02757555991411209, -...</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>7957 rows × 9 columns</p>\n","</div>"],"text/plain":["                                              sentence  ...                                           np_array\n","0                                           NC and NH.  ...  [-0.06570463627576828, -0.03522052243351936, -...\n","0                                           NC and NH.  ...  [-0.06570463627576828, -0.03522052243351936, -...\n","0                                           NC and NH.  ...  [-0.06570463627576828, -0.03522052243351936, -...\n","0                                           NC and NH.  ...  [-0.06570463627576828, -0.03522052243351936, -...\n","1    You do know west teams play against west teams...  ...  [-0.0254225991666317, 0.05448468029499054, -0....\n","..                                                 ...  ...                                                ...\n","499  Hard drive requirements tend to include extra ...  ...  [0.029393689706921577, -0.02757555991411209, -...\n","499  Hard drive requirements tend to include extra ...  ...  [0.029393689706921577, -0.02757555991411209, -...\n","499  Hard drive requirements tend to include extra ...  ...  [0.029393689706921577, -0.02757555991411209, -...\n","499  Hard drive requirements tend to include extra ...  ...  [0.029393689706921577, -0.02757555991411209, -...\n","499  Hard drive requirements tend to include extra ...  ...  [0.029393689706921577, -0.02757555991411209, -...\n","\n","[7957 rows x 9 columns]"]},"metadata":{"tags":[]},"execution_count":18}]},{"cell_type":"markdown","metadata":{"id":"k1M_a4pmfMGA"},"source":["## 6.2 Preprocess data for TSNE again"]},{"cell_type":"code","metadata":{"id":"K0rpmiy6a2UK","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1619909375922,"user_tz":-120,"elapsed":119780,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"5ab5525e-54ff-48ea-ed56-0f9cce4284b4"},"source":["\n","# We first create a column of type np array\n","predictions_exploded_on_pos['np_array'] = predictions_exploded_on_pos.sentence_embedding_use.apply(lambda x: np.array(x))\n","# Make a matrix from the vectors in the np_array column via list comprehension\n","mat = np.matrix([x for x in predictions_exploded_on_pos.np_array])\n","\n","\n","from sklearn.manifold import TSNE\n","model = TSNE(n_components=2) #n_components means the lower dimension\n","low_dim_data = model.fit_transform(mat)\n","print('Lower dim data has shape',low_dim_data.shape)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Lower dim data has shape (7957, 2)\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"6ze0HWqqfQDh"},"source":["# 6.3 Plot low dimensional T-SNE USE embeddings with hue for POS     \n"]},{"cell_type":"code","metadata":{"id":"RB1qdDP3fJHN","colab":{"base_uri":"https://localhost:8080/","height":844},"executionInfo":{"status":"ok","timestamp":1619909390922,"user_tz":-120,"elapsed":3073,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"4795a107-4163-4d6b-a894-be5c3dea3ba5"},"source":["tsne_df =  pd.DataFrame(low_dim_data, predictions_exploded_on_pos.pos)\n","tsne_df.columns = ['x','y']\n","ax = sns.scatterplot(data=tsne_df, x='x', y='y', hue=tsne_df.index)\n","ax.set_title('T-SNE USE Embeddings, colored by Part of Speech Tag')\n","plt1.savefig(\"use_pos\")"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 1440x1008 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"uXb-FMA6mX13"},"source":["# 7. NLU has many more embedding models!      \n","Make sure to try them all out!       \n","You can change 'use' in nlu.load('use') to bert, xlnet, albert or any other of the **100+ word embeddings** offerd by NLU"]},{"cell_type":"code","metadata":{"id":"9qUF7jPlme-R","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1619909393091,"user_tz":-120,"elapsed":597,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"b9d405dc-3425-4400-c0ac-f8c76b6ec043"},"source":["nlu.print_all_model_kinds_for_action('embed')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["For language <en> NLU provides the following Models : \n","nlu.load('en.embed') returns Spark NLP model glove_100d\n","nlu.load('en.embed.glove') returns Spark NLP model glove_100d\n","nlu.load('en.embed.glove.100d') returns Spark NLP model glove_100d\n","nlu.load('en.embed.bert') returns Spark NLP model bert_base_uncased\n","nlu.load('en.embed.bert.base_uncased') returns Spark NLP model bert_base_uncased\n","nlu.load('en.embed.bert.base_cased') returns Spark NLP model bert_base_cased\n","nlu.load('en.embed.bert.large_uncased') returns Spark NLP model bert_large_uncased\n","nlu.load('en.embed.bert.large_cased') returns Spark NLP model bert_large_cased\n","nlu.load('en.embed.biobert') returns Spark NLP model biobert_pubmed_base_cased\n","nlu.load('en.embed.biobert.pubmed_base_cased') returns Spark NLP model biobert_pubmed_base_cased\n","nlu.load('en.embed.biobert.pubmed_large_cased') returns Spark NLP model biobert_pubmed_large_cased\n","nlu.load('en.embed.biobert.pmc_base_cased') returns Spark NLP model biobert_pmc_base_cased\n","nlu.load('en.embed.biobert.pubmed_pmc_base_cased') returns Spark NLP model biobert_pubmed_pmc_base_cased\n","nlu.load('en.embed.biobert.clinical_base_cased') returns Spark NLP model biobert_clinical_base_cased\n","nlu.load('en.embed.biobert.discharge_base_cased') returns Spark NLP model biobert_discharge_base_cased\n","nlu.load('en.embed.elmo') returns Spark NLP model elmo\n","nlu.load('en.embed.use') returns Spark NLP model tfhub_use\n","nlu.load('en.embed.albert') returns Spark NLP model albert_base_uncased\n","nlu.load('en.embed.albert.base_uncased') returns Spark NLP model albert_base_uncased\n","nlu.load('en.embed.albert.large_uncased') returns Spark NLP model albert_large_uncased\n","nlu.load('en.embed.albert.xlarge_uncased') returns Spark NLP model albert_xlarge_uncased\n","nlu.load('en.embed.albert.xxlarge_uncased') returns Spark NLP model albert_xxlarge_uncased\n","nlu.load('en.embed.xlnet') returns Spark NLP model xlnet_base_cased\n","nlu.load('en.embed.xlnet_base_cased') returns Spark NLP model xlnet_base_cased\n","nlu.load('en.embed.xlnet_large_cased') returns Spark NLP model xlnet_large_cased\n","nlu.load('en.embed.electra') returns Spark NLP model electra_small_uncased\n","nlu.load('en.embed.electra.small_uncased') returns Spark NLP model electra_small_uncased\n","nlu.load('en.embed.electra.base_uncased') returns Spark NLP model electra_base_uncased\n","nlu.load('en.embed.electra.large_uncased') returns Spark NLP model electra_large_uncased\n","nlu.load('en.embed.covidbert') returns Spark NLP model covidbert_large_uncased\n","nlu.load('en.embed.covidbert.large_uncased') returns Spark NLP model covidbert_large_uncased\n","nlu.load('en.embed.bert.small_L2_128') returns Spark NLP model small_bert_L2_128\n","nlu.load('en.embed.bert.small_L4_128') returns Spark NLP model small_bert_L4_128\n","nlu.load('en.embed.bert.small_L6_128') returns Spark NLP model small_bert_L6_128\n","nlu.load('en.embed.bert.small_L8_128') returns Spark NLP model small_bert_L8_128\n","nlu.load('en.embed.bert.small_L10_128') returns Spark NLP model small_bert_L10_128\n","nlu.load('en.embed.bert.small_L12_128') returns Spark NLP model small_bert_L12_128\n","nlu.load('en.embed.bert.small_L2_256') returns Spark NLP model small_bert_L2_256\n","nlu.load('en.embed.bert.small_L4_256') returns Spark NLP model small_bert_L4_256\n","nlu.load('en.embed.bert.small_L6_256') returns Spark NLP model small_bert_L6_256\n","nlu.load('en.embed.bert.small_L8_256') returns Spark NLP model small_bert_L8_256\n","nlu.load('en.embed.bert.small_L10_256') returns Spark NLP model small_bert_L10_256\n","nlu.load('en.embed.bert.small_L12_256') returns Spark NLP model small_bert_L12_256\n","nlu.load('en.embed.bert.small_L2_512') returns Spark NLP model small_bert_L2_512\n","nlu.load('en.embed.bert.small_L4_512') returns Spark NLP model small_bert_L4_512\n","nlu.load('en.embed.bert.small_L6_512') returns Spark NLP model small_bert_L6_512\n","nlu.load('en.embed.bert.small_L8_512') returns Spark NLP model small_bert_L8_512\n","nlu.load('en.embed.bert.small_L10_512') returns Spark NLP model small_bert_L10_512\n","nlu.load('en.embed.bert.small_L12_512') returns Spark NLP model small_bert_L12_512\n","nlu.load('en.embed.bert.small_L2_768') returns Spark NLP model small_bert_L2_768\n","nlu.load('en.embed.bert.small_L4_768') returns Spark NLP model small_bert_L4_768\n","nlu.load('en.embed.bert.small_L6_768') returns Spark NLP model small_bert_L6_768\n","nlu.load('en.embed.bert.small_L8_768') returns Spark NLP model small_bert_L8_768\n","nlu.load('en.embed.bert.small_L10_768') returns Spark NLP model small_bert_L10_768\n","nlu.load('en.embed.bert.small_L12_768') returns Spark NLP model small_bert_L12_768\n","For language <ar> NLU provides the following Models : \n","nlu.load('ar.embed') returns Spark NLP model arabic_w2v_cc_300d\n","nlu.load('ar.embed.cbow') returns Spark NLP model arabic_w2v_cc_300d\n","nlu.load('ar.embed.cbow.300d') returns Spark NLP model arabic_w2v_cc_300d\n","nlu.load('ar.embed.aner') returns Spark NLP model arabic_w2v_cc_300d\n","nlu.load('ar.embed.aner.300d') returns Spark NLP model arabic_w2v_cc_300d\n","nlu.load('ar.embed.glove') returns Spark NLP model arabic_w2v_cc_300d\n","For language <bn> NLU provides the following Models : \n","nlu.load('bn.embed.glove') returns Spark NLP model bengaliner_cc_300d\n","nlu.load('bn.embed') returns Spark NLP model bengaliner_cc_300d\n","For language <fi> NLU provides the following Models : \n","nlu.load('fi.embed.bert.') returns Spark NLP model bert_finnish_cased\n","nlu.load('fi.embed.bert.cased.') returns Spark NLP model bert_finnish_cased\n","nlu.load('fi.embed.bert.uncased.') returns Spark NLP model bert_finnish_uncased\n","For language <he> NLU provides the following Models : \n","nlu.load('he.embed') returns Spark NLP model hebrew_cc_300d\n","nlu.load('he.embed.glove') returns Spark NLP model hebrew_cc_300d\n","nlu.load('he.embed.cbow_300d') returns Spark NLP model hebrew_cc_300d\n","For language <hi> NLU provides the following Models : \n","nlu.load('hi.embed') returns Spark NLP model hindi_cc_300d\n","For language <fa> NLU provides the following Models : \n","nlu.load('fa.embed') returns Spark NLP model persian_w2v_cc_300d\n","nlu.load('fa.embed.word2vec') returns Spark NLP model persian_w2v_cc_300d\n","nlu.load('fa.embed.word2vec.300d') returns Spark NLP model persian_w2v_cc_300d\n","For language <zh> NLU provides the following Models : \n","nlu.load('zh.embed') returns Spark NLP model bert_base_chinese\n","nlu.load('zh.embed.bert') returns Spark NLP model bert_base_chinese\n","For language <ur> NLU provides the following Models : \n","nlu.load('ur.embed') returns Spark NLP model urduvec_140M_300d\n","nlu.load('ur.embed.glove.300d') returns Spark NLP model urduvec_140M_300d\n","nlu.load('ur.embed.urdu_vec_140M_300d') returns Spark NLP model urduvec_140M_300d\n","For language <xx> NLU provides the following Models : \n","nlu.load('xx.embed') returns Spark NLP model glove_840B_300\n","nlu.load('xx.embed.glove.840B_300') returns Spark NLP model glove_840B_300\n","nlu.load('xx.embed.glove.6B_300') returns Spark NLP model glove_6B_300\n","nlu.load('xx.embed.bert_multi_cased') returns Spark NLP model bert_multi_cased\n","nlu.load('xx.embed.bert') returns Spark NLP model bert_multi_cased\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"MvSC3rl5-adJ"},"source":[""],"execution_count":null,"outputs":[]}]}